• 제목/요약/키워드: 통계적 가설 검정

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Statistical Test for Object Segmentation (객체 분할을 위한 통계적 검정)

  • Sa, Jaewon;Kim, Hee-Young;Chung, Yongwha;Park, Daihee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2016.04a
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    • pp.689-692
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    • 2016
  • 출입이 없는 폐쇄된 환경에서 객체의 자동 감시 시스템은 객체의 움직임을 추적하여 객체의 지속적인 관찰과 함께 행동 패턴을 효율적으로 분석하기 위해 사용되고 있다. 특히, 국내 돈사의 경우 돈사 내 여러 마리의 돼지들을 개별적으로 관리하기 위해 이러한 감시 시스템은 필수적이다. 그러나 여러마리의 돼지들이 근접하여 개별적으로 추적하기 위해서는 비디오 스트림에서의 매 프레임마다 정확한 분리가 되어야 한다. 본 논문에서는 근접한 돼지의 시퀀스에 분리 알고리즘을 이용하여 매 프레임마다 정확도를 측정한 후 통계적 검정을 통하여 근접한 객체에 대한 최적의 분리 알고리즘을 결정하는 방법을 제안한다. 즉, 시퀀스의 연속된 프레임에서 분리 정확도를 계산하고 통계적 가설 검정을 수행하여 분리 정확도가 일정 수치를 넘지 못하면 다른 분리 알고리즘을 수행하도록 결정한다. 실험 결과, 제안 방법을 이용하여 제안된 가설에 의해 매 프레임마다 최적의 분리 알고리즘을 수행하도록 결정하였다.

Reliability Evaluation of Concentric Butterfly Valve Using Statistical Hypothesis Test (통계적 가설검정을 이용한 중심형 버터플라이 밸브의 신뢰성 평가)

  • Chang, Mu-Seong;Choi, Jong-Sik;Choi, Byung-Oh;Kim, Do-Sik
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.39 no.12
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    • pp.1305-1311
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    • 2015
  • A butterfly valve is a type of flow-control device typically used to regulate a fluid flow. This paper presents an estimation of the shape parameter of the Weibull distribution, characteristic life, and $B_{10}$ life for a concentric butterfly valve based on a statistical analysis of the reliability test data taken before and after the valve improvement. The difference in the shape and scale parameters between the existing and improved valves is reviewed using a statistical hypothesis test. The test results indicate that the shape parameter of the improved valve is similar to that of the existing valve, and that the scale parameter of the improved valve is found to have increased. These analysis results are particularly useful for a reliability qualification test and the determination of the service life cycles.

Comparison of Some Nonparametric Statistical Inference for Logit Model (로짓모형의 비모수적 추론의 비교)

  • 정형철;김대학
    • The Korean Journal of Applied Statistics
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    • v.15 no.2
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    • pp.355-366
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    • 2002
  • Nonparametric statistical inference for the parameter of logit model were examined. Usually nonparametric approach is milder than parametric approach based on normal theory assumption. We compared the two nonparametric methods for legit model, the bootstrap and random permutation in the sense of coverage probability. Monte Carlo simulation is conducted for small sample cases. Empirical power of hypothesis test and coverage probability for confidence interval estimation were presented for simple and multiple legit model respectively. An example were also introduced.

Transmission Effect of Price Variations (가격변동의 전이효과)

  • Kim, Tae-Ho;Ann, Ji-Hee
    • Communications for Statistical Applications and Methods
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    • v.17 no.2
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    • pp.241-253
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    • 2010
  • As standard unit root tests are empirically proved to fail to reject the null hypothesis of a unit root for many economic and business time series, it is doubtful that most of those series are informative about the existence of a unit root or that those tests are powerful against relevant alternative hypotheses. This study attempts to perform tests of the null hypothesis of stationarity as well as tests of the null hypothesis of a unit root using the time series data of housing prices in the major metropolitan areas. The results of the additional analyses such as lead-lag, cross-correlation and impulse response for testing the statistical interrelationships between the prices are generally found to be consistent.

Statistical methods for Edge Detection in Images (영상에서 에지 검출을 위한 통계적 방법)

  • 임동훈;박은희
    • The Korean Journal of Applied Statistics
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    • v.13 no.2
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    • pp.515-523
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    • 2000
  • In this paper we detect edges using stutistical methods of the change-point problem. For this, we perform the hypothesis testing for differences in gray levels to see whether any $n\timesn$ subimage contains edge segments. The proposed method based on the twosample Kolmogorov-Smirnov test is introduced and the likelihood ratio test and the \VolfeSchechtman test for change-point problem arc also applied for edge detection. \Ve perform the experimental study to assess the performance of these methods in both noisy and uncontaminated sample noises.

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Statistical Discrimination in the Korean Labor Market (한국 노동시장에서의 통계적 차별)

  • Park, Ki-Sung
    • Journal of Labour Economics
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    • v.24 no.3
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    • pp.1-12
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    • 2001
  • Seoul/Kyungki-born workers have higher wages than other regions-born workers. In order to determine whether this difference is due to taste or statistical discrimination, an econometric model is suggested and a test is done with it. According to the test, the hypothesis that the difference is wholly due to taste discrimination is rejected: a part of the difference is due to statistical discrimination. Since statistical discrimination in this paper comes out in the process of a worker's wage being determined according to his productivity, it is no problem for the government to intervene in.

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Application of Resampling Method based on Statistical Hypothesis Test for Improving the Performance of Particle Swarm Optimization in a Noisy Environment (노이즈 환경에서 입자 군집 최적화 알고리즘의 성능 향상을 위한 통계적 가설 검정 기반 리샘플링 기법의 적용)

  • Choi, Seon Han
    • Journal of the Korea Society for Simulation
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    • v.28 no.4
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    • pp.21-32
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    • 2019
  • Inspired by the social behavior models of a bird flock or fish school, particle swarm optimization (PSO) is a popular metaheuristic optimization algorithm and has been widely used from solving a complex optimization problem to learning a artificial neural network. However, PSO is difficult to apply to many real-life optimization problems involving stochastic noise, since it is originated in a deterministic environment. To resolve this problem, this paper incorporates a resampling method called the uncertainty evaluation (UE) method into PSO. The UE method allows the particles to converge on the accurate optimal solution quickly in a noisy environment by selecting the particles' global best position correctly, one of the significant factors in the performance of PSO. The results of comparative experiments on several benchmark problems demonstrated the improved performance of the propose algorithm compared to the existing studies. In addition, the results of the case study emphasize the necessity of this work. The proposed algorithm is expected to be effectively applied to optimize complex systems through digital twins in the fourth industrial revolution.

Statistical Analysis Methods For Network Based Intrusion Detection (네트워크 기반의 침입을 탐지하기 위한 통계적 분석 기법)

  • Park, Charn-Y;Hong, Sun-Ho;Wee, Kyu-Bum
    • Proceedings of the Korea Information Processing Society Conference
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    • 2001.10b
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    • pp.1001-1004
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    • 2001
  • 현재 네트워크 기반의 침입 탐지는 대부분 오용 탐지 기법을 사용한다. 하지만 이는 알려지지 않은 침입을 탐지하는 능력이 떨어지는 기법으로서 이를 보완할 수 있는 비정상행위 탐지 기법을 찾는 것이 필요하다. 따라서 수집된 감사 자료로부터 정상행위를 프로파일링하고 침입임을 판정하는데 통계적인 기법을 사용하였다. 수집된 로그로부터 통계적인 방법으로 정상행위를 프로파일링하기 위해 우선 패킷으로부터 수집되는 감사 자료의 통계적인 특성을 대변하는 분포와 파라미터를 추정하고 카이스퀘어 검정법을 사용하여, 감사 자료가 가설하는 이론적인 분포의 특성을 가지고 있다고 판정되면 이를 정상행위의 기준으로 삼는다. 이후에 수집되는 감사자료를 감시하기 위해 추정된 분포와 파라미터를 따르고 있는지의 여부를 Kolmogorov-Smirnov 적합도 검정을 이용하여 판별하고, 이를 벗어나는 경우 침입으로 판정할 수 있도록 한다.

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Testing the Existence of a Discontinuity Point in the Variance Function

  • Huh, Jib
    • Journal of the Korean Data and Information Science Society
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    • v.17 no.3
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    • pp.707-716
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    • 2006
  • When the regression function is discontinuous at a point, the variance function is usually discontinuous at the point. In this case, we had better propose a test for the existence of a discontinuity point with the regression function rather than the variance function. In this paper we consider that the variance function only has a discontinuity point. We propose a nonparametric test for the existence of a discontinuity point with the second moment function since the variance function and the second moment function have the same location and jump size of the discontinuity point. The proposed method is based on the asymptotic distribution of the estimated jump size.

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On statistical testing for fuzzy hypotheses with fuzzy data (퍼지자료에 관한 퍼지가설의 통계적 검정)

  • 최규탁;이창은;강만기
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 2000.11a
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    • pp.255-258
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    • 2000
  • We prepose fuzzy statistical test of fuzzy hypotheses membership function with fuzzy number data. Finding the maximum grade of the meeting point for fuzzy hypotheses membership function and membership function of confidence interval. By the maximum grade, we obtain the results to acceptance or reject for the test of fuzzy hypotheses.

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